Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 1334 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 251.6 KiB |
| Average record size in memory | 193.1 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 3 |
| Boolean | 1 |
Credit Limit is highly correlated with Outstanding/Sept05 and 5 other fields | High correlation |
PayStat/Sept05 is highly correlated with PayStat/Aug05 | High correlation |
PayStat/Aug05 is highly correlated with PayStat/Sept05 and 1 other fields | High correlation |
PayStat/Jul05 is highly correlated with PayStat/Aug05 and 3 other fields | High correlation |
PayStat/Jun05 is highly correlated with PayStat/Jul05 and 2 other fields | High correlation |
PayStat/May05 is highly correlated with PayStat/Jul05 and 2 other fields | High correlation |
PayStat/Apr05 is highly correlated with PayStat/Jul05 and 2 other fields | High correlation |
Outstanding/Sept05 is highly correlated with Credit Limit and 7 other fields | High correlation |
Outstanding/Aug05 is highly correlated with Credit Limit and 8 other fields | High correlation |
Outstanding/Jul05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Outstanding/Jun05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Outstanding/May05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Outstanding/Apr05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Paid/Sept05 is highly correlated with Outstanding/Aug05 and 5 other fields | High correlation |
Paid/Aug05 is highly correlated with Outstanding/Jul05 and 3 other fields | High correlation |
Paid/Jul05 is highly correlated with Outstanding/Sept05 and 6 other fields | High correlation |
Paid/Jun05 is highly correlated with Outstanding/Sept05 and 5 other fields | High correlation |
Credit Limit is highly correlated with Outstanding/Sept05 and 5 other fields | High correlation |
PayStat/Jul05 is highly correlated with PayStat/Jun05 | High correlation |
PayStat/Jun05 is highly correlated with PayStat/Jul05 and 2 other fields | High correlation |
PayStat/May05 is highly correlated with PayStat/Jun05 and 1 other fields | High correlation |
PayStat/Apr05 is highly correlated with PayStat/Jun05 and 1 other fields | High correlation |
Outstanding/Sept05 is highly correlated with Credit Limit and 10 other fields | High correlation |
Outstanding/Aug05 is highly correlated with Credit Limit and 10 other fields | High correlation |
Outstanding/Jul05 is highly correlated with Credit Limit and 11 other fields | High correlation |
Outstanding/Jun05 is highly correlated with Credit Limit and 11 other fields | High correlation |
Outstanding/May05 is highly correlated with Credit Limit and 11 other fields | High correlation |
Outstanding/Apr05 is highly correlated with Credit Limit and 11 other fields | High correlation |
Paid/Sept05 is highly correlated with Outstanding/Sept05 and 6 other fields | High correlation |
Paid/Aug05 is highly correlated with Outstanding/Sept05 and 6 other fields | High correlation |
Paid/Jul05 is highly correlated with Outstanding/Sept05 and 6 other fields | High correlation |
Paid/Jun05 is highly correlated with Outstanding/Sept05 and 6 other fields | High correlation |
Paid/May05 is highly correlated with Outstanding/Sept05 and 5 other fields | High correlation |
Paid/Apr05 is highly correlated with Outstanding/Jul05 and 3 other fields | High correlation |
Unnamed: 0 is highly correlated with PayStat/Aug05 and 5 other fields | High correlation |
Credit Limit is highly correlated with PayStat/Aug05 and 11 other fields | High correlation |
Age is highly correlated with PayStat/Aug05 and 5 other fields | High correlation |
PayStat/Sept05 is highly correlated with PayStat/Aug05 and 4 other fields | High correlation |
PayStat/Aug05 is highly correlated with Unnamed: 0 and 8 other fields | High correlation |
PayStat/Jul05 is highly correlated with Unnamed: 0 and 6 other fields | High correlation |
PayStat/Jun05 is highly correlated with Unnamed: 0 and 5 other fields | High correlation |
PayStat/May05 is highly correlated with Unnamed: 0 and 5 other fields | High correlation |
PayStat/Apr05 is highly correlated with Unnamed: 0 and 6 other fields | High correlation |
Outstanding/Sept05 is highly correlated with Credit Limit and 6 other fields | High correlation |
Outstanding/Aug05 is highly correlated with Credit Limit and 6 other fields | High correlation |
Outstanding/Jul05 is highly correlated with Credit Limit and 6 other fields | High correlation |
Outstanding/Jun05 is highly correlated with Credit Limit and 6 other fields | High correlation |
Outstanding/May05 is highly correlated with Credit Limit and 6 other fields | High correlation |
Outstanding/Apr05 is highly correlated with Credit Limit and 6 other fields | High correlation |
Paid/Sept05 is highly correlated with Default | High correlation |
Paid/Aug05 is highly correlated with Default | High correlation |
Paid/Jul05 is highly correlated with Default | High correlation |
Paid/Jun05 is highly correlated with Default | High correlation |
Paid/May05 is highly correlated with Default | High correlation |
Paid/Apr05 is highly correlated with Default | High correlation |
Default is highly correlated with Unnamed: 0 and 19 other fields | High correlation |
Marital Status is highly correlated with Age | High correlation |
Credit Limit is highly correlated with Outstanding/Aug05 and 8 other fields | High correlation |
Outstanding/Aug05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Paid/May05 is highly correlated with Paid/Sept05 and 1 other fields | High correlation |
PayStat/Jun05 is highly correlated with PayStat/May05 and 5 other fields | High correlation |
PayStat/May05 is highly correlated with PayStat/Jun05 and 2 other fields | High correlation |
Outstanding/Jun05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Outstanding/May05 is highly correlated with Credit Limit and 10 other fields | High correlation |
Paid/Sept05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Paid/Aug05 is highly correlated with Outstanding/Jun05 and 2 other fields | High correlation |
PayStat/Jul05 is highly correlated with PayStat/Jun05 and 5 other fields | High correlation |
Paid/Jun05 is highly correlated with Credit Limit and 8 other fields | High correlation |
PayStat/Apr05 is highly correlated with PayStat/Jun05 and 2 other fields | High correlation |
Age is highly correlated with Marital Status | High correlation |
PayStat/Aug05 is highly correlated with PayStat/Jun05 and 2 other fields | High correlation |
PayStat/Sept05 is highly correlated with PayStat/Jun05 and 2 other fields | High correlation |
Outstanding/Sept05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Outstanding/Apr05 is highly correlated with Credit Limit and 9 other fields | High correlation |
Outstanding/Jul05 is highly correlated with Credit Limit and 10 other fields | High correlation |
Paid/Jul05 is highly correlated with Credit Limit and 8 other fields | High correlation |
Paid/Apr05 is highly correlated with Outstanding/Aug05 and 5 other fields | High correlation |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
Paid/Sept05 has 501 (37.6%) zeros | Zeros |
Paid/Aug05 has 470 (35.2%) zeros | Zeros |
Paid/Jul05 has 523 (39.2%) zeros | Zeros |
Paid/Jun05 has 494 (37.0%) zeros | Zeros |
Paid/May05 has 586 (43.9%) zeros | Zeros |
Paid/Apr05 has 531 (39.8%) zeros | Zeros |
Reproduction
| Analysis started | 2021-07-29 23:16:33.405875 |
|---|---|
| Analysis finished | 2021-07-29 23:17:41.086745 |
| Duration | 1 minute and 7.68 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 1334 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 666.5 |
| Minimum | 0 |
|---|---|
| Maximum | 1333 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 66.65 |
| Q1 | 333.25 |
| median | 666.5 |
| Q3 | 999.75 |
| 95-th percentile | 1266.35 |
| Maximum | 1333 |
| Range | 1333 |
| Interquartile range (IQR) | 666.5 |
Descriptive statistics
| Standard deviation | 385.2369401 |
|---|---|
| Coefficient of variation (CV) | 0.5779999101 |
| Kurtosis | -1.2 |
| Mean | 666.5 |
| Median Absolute Deviation (MAD) | 333.5 |
| Skewness | 0 |
| Sum | 889111 |
| Variance | 148407.5 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 896 | 1 | 0.1% |
| 894 | 1 | 0.1% |
| 893 | 1 | 0.1% |
| 892 | 1 | 0.1% |
| 891 | 1 | 0.1% |
| 890 | 1 | 0.1% |
| 889 | 1 | 0.1% |
| 888 | 1 | 0.1% |
| 887 | 1 | 0.1% |
| Other values (1324) | 1324 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 1333 | 1 | |
| 1332 | 1 | |
| 1331 | 1 | |
| 1330 | 1 | |
| 1329 | 1 | |
| 1328 | 1 | |
| 1327 | 1 | |
| 1326 | 1 | |
| 1325 | 1 | |
| 1324 | 1 |
| Distinct | 43 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94122.93853 |
| Minimum | 10000 |
|---|---|
| Maximum | 580000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 30000 |
| median | 70000 |
| Q3 | 130000 |
| 95-th percentile | 263500 |
| Maximum | 580000 |
| Range | 570000 |
| Interquartile range (IQR) | 100000 |
Descriptive statistics
| Standard deviation | 84817.98985 |
|---|---|
| Coefficient of variation (CV) | 0.9011404783 |
| Kurtosis | 4.248451848 |
| Mean | 94122.93853 |
| Median Absolute Deviation (MAD) | 40000 |
| Skewness | 1.840858905 |
| Sum | 125560000 |
| Variance | 7194091401 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30000 | 194 | |
| 50000 | 179 | |
| 20000 | 161 | |
| 100000 | 85 | 6.4% |
| 80000 | 72 | 5.4% |
| 70000 | 67 | 5.0% |
| 60000 | 51 | 3.8% |
| 200000 | 49 | 3.7% |
| 10000 | 47 | 3.5% |
| 120000 | 41 | 3.1% |
| Other values (33) | 388 |
| Value | Count | Frequency (%) |
| 10000 | 47 | 3.5% |
| 20000 | 161 | |
| 30000 | 194 | |
| 40000 | 28 | 2.1% |
| 50000 | 179 | |
| 60000 | 51 | 3.8% |
| 70000 | 67 | 5.0% |
| 80000 | 72 | 5.4% |
| 90000 | 34 | 2.5% |
| 100000 | 85 |
| Value | Count | Frequency (%) |
| 580000 | 1 | 0.1% |
| 510000 | 1 | 0.1% |
| 500000 | 4 | |
| 460000 | 3 | |
| 430000 | 2 | 0.1% |
| 400000 | 5 | |
| 390000 | 1 | 0.1% |
| 380000 | 4 | |
| 360000 | 4 | |
| 350000 | 4 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1334 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 708 | |
| M | 626 |
Length
Pie chart
| Value | Count | Frequency (%) |
| f | 708 | |
| m | 626 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 708 | |
| M | 626 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1334 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 708 | |
| M | 626 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1334 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 708 | |
| M | 626 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1334 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 708 | |
| M | 626 |
Education
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| BSc | |
|---|---|
| MSc or PHd | |
| High School Diploma |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 7.905547226 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10546 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MSc or PHd |
|---|---|
| 2nd row | BSc |
| 3rd row | MSc or PHd |
| 4th row | BSc |
| 5th row | High School Diploma |
Common Values
| Value | Count | Frequency (%) |
| BSc | 736 | |
| MSc or PHd | 336 | |
| High School Diploma | 262 | 19.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| bsc | 736 | |
| msc | 336 | |
| or | 336 | |
| phd | 336 | |
| high | 262 | 10.4% |
| school | 262 | 10.4% |
| diploma | 262 | 10.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1334 | |
| c | 1334 | |
| 1196 | ||
| o | 1122 | |
| B | 736 | 7.0% |
| H | 598 | 5.7% |
| i | 524 | 5.0% |
| h | 524 | 5.0% |
| l | 524 | 5.0% |
| M | 336 | 3.2% |
| Other values (8) | 2318 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5748 | |
| Uppercase Letter | 3602 | |
| Space Separator | 1196 | 11.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 1334 | |
| o | 1122 | |
| i | 524 | 9.1% |
| h | 524 | 9.1% |
| l | 524 | 9.1% |
| r | 336 | 5.8% |
| d | 336 | 5.8% |
| g | 262 | 4.6% |
| p | 262 | 4.6% |
| m | 262 | 4.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1334 | |
| B | 736 | |
| H | 598 | |
| M | 336 | 9.3% |
| P | 336 | 9.3% |
| D | 262 | 7.3% |
Space Separator
| Value | Count | Frequency (%) |
| 1196 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9350 | |
| Common | 1196 | 11.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 1334 | |
| c | 1334 | |
| o | 1122 | |
| B | 736 | 7.9% |
| H | 598 | 6.4% |
| i | 524 | 5.6% |
| h | 524 | 5.6% |
| l | 524 | 5.6% |
| M | 336 | 3.6% |
| r | 336 | 3.6% |
| Other values (7) | 1982 |
Common
| Value | Count | Frequency (%) |
| 1196 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10546 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 1334 | |
| c | 1334 | |
| 1196 | ||
| o | 1122 | |
| B | 736 | 7.0% |
| H | 598 | 5.7% |
| i | 524 | 5.0% |
| h | 524 | 5.0% |
| l | 524 | 5.0% |
| M | 336 | 3.2% |
| Other values (8) | 2318 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| Single | |
|---|---|
| Married | |
| Other | 16 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.470014993 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8631 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Married |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Single | 675 | |
| Married | 643 | |
| Other | 16 | 1.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| single | 675 | |
| married | 643 | |
| other | 16 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1334 | |
| i | 1318 | |
| r | 1302 | |
| S | 675 | |
| n | 675 | |
| g | 675 | |
| l | 675 | |
| M | 643 | |
| a | 643 | |
| d | 643 | |
| Other values (3) | 48 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7297 | |
| Uppercase Letter | 1334 | 15.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1334 | |
| i | 1318 | |
| r | 1302 | |
| n | 675 | |
| g | 675 | |
| l | 675 | |
| a | 643 | |
| d | 643 | |
| t | 16 | 0.2% |
| h | 16 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 675 | |
| M | 643 | |
| O | 16 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8631 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1334 | |
| i | 1318 | |
| r | 1302 | |
| S | 675 | |
| n | 675 | |
| g | 675 | |
| l | 675 | |
| M | 643 | |
| a | 643 | |
| d | 643 | |
| Other values (3) | 48 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8631 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1334 | |
| i | 1318 | |
| r | 1302 | |
| S | 675 | |
| n | 675 | |
| g | 675 | |
| l | 675 | |
| M | 643 | |
| a | 643 | |
| d | 643 | |
| Other values (3) | 48 | 0.6% |
| Distinct | 46 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.66941529 |
| Minimum | 22 |
|---|---|
| Maximum | 67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 27 |
| median | 34 |
| Q3 | 42.75 |
| 95-th percentile | 55 |
| Maximum | 67 |
| Range | 45 |
| Interquartile range (IQR) | 15.75 |
Descriptive statistics
| Standard deviation | 9.876097075 |
|---|---|
| Coefficient of variation (CV) | 0.2768785805 |
| Kurtosis | -0.3780144742 |
| Mean | 35.66941529 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.6587798239 |
| Sum | 47583 |
| Variance | 97.53729343 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 72 | 5.4% |
| 24 | 70 | 5.2% |
| 26 | 70 | 5.2% |
| 30 | 59 | 4.4% |
| 25 | 59 | 4.4% |
| 36 | 56 | 4.2% |
| 23 | 56 | 4.2% |
| 27 | 55 | 4.1% |
| 28 | 52 | 3.9% |
| 34 | 50 | 3.7% |
| Other values (36) | 735 |
| Value | Count | Frequency (%) |
| 22 | 29 | |
| 23 | 56 | |
| 24 | 70 | |
| 25 | 59 | |
| 26 | 70 | |
| 27 | 55 | |
| 28 | 52 | |
| 29 | 72 | |
| 30 | 59 | |
| 31 | 45 |
| Value | Count | Frequency (%) |
| 67 | 2 | 0.1% |
| 66 | 1 | 0.1% |
| 65 | 1 | 0.1% |
| 64 | 1 | 0.1% |
| 63 | 1 | 0.1% |
| 62 | 3 | 0.2% |
| 61 | 2 | 0.1% |
| 60 | 4 | 0.3% |
| 59 | 10 | |
| 58 | 13 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.008245877 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.133579826 |
|---|---|
| Coefficient of variation (CV) | 0.5644626682 |
| Kurtosis | 11.85229906 |
| Mean | 2.008245877 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.892821297 |
| Sum | 2679 |
| Variance | 1.285003222 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 710 | |
| 1 | 401 | |
| 3 | 151 | 11.3% |
| 4 | 33 | 2.5% |
| 8 | 19 | 1.4% |
| 7 | 9 | 0.7% |
| 5 | 8 | 0.6% |
| 6 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 401 | |
| 2 | 710 | |
| 3 | 151 | 11.3% |
| 4 | 33 | 2.5% |
| 5 | 8 | 0.6% |
| 6 | 3 | 0.2% |
| 7 | 9 | 0.7% |
| 8 | 19 | 1.4% |
| Value | Count | Frequency (%) |
| 8 | 19 | 1.4% |
| 7 | 9 | 0.7% |
| 6 | 3 | 0.2% |
| 5 | 8 | 0.6% |
| 4 | 33 | 2.5% |
| 3 | 151 | 11.3% |
| 2 | 710 | |
| 1 | 401 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.29910045 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8720288407 |
|---|---|
| Coefficient of variation (CV) | 0.3792913184 |
| Kurtosis | 15.22404579 |
| Mean | 2.29910045 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.731807335 |
| Sum | 3067 |
| Variance | 0.760434299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1119 | |
| 3 | 118 | 8.8% |
| 4 | 53 | 4.0% |
| 7 | 20 | 1.5% |
| 6 | 12 | 0.9% |
| 5 | 8 | 0.6% |
| 1 | 3 | 0.2% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 3 | 0.2% |
| 2 | 1119 | |
| 3 | 118 | 8.8% |
| 4 | 53 | 4.0% |
| 5 | 8 | 0.6% |
| 6 | 12 | 0.9% |
| 7 | 20 | 1.5% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 7 | 20 | 1.5% |
| 6 | 12 | 0.9% |
| 5 | 8 | 0.6% |
| 4 | 53 | 4.0% |
| 3 | 118 | 8.8% |
| 2 | 1119 | |
| 1 | 3 | 0.2% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.37856072 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.037853271 |
|---|---|
| Coefficient of variation (CV) | 0.4363366731 |
| Kurtosis | 10.35964989 |
| Mean | 2.37856072 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.235328932 |
| Sum | 3173 |
| Variance | 1.077139412 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1106 | |
| 3 | 107 | 8.0% |
| 4 | 47 | 3.5% |
| 7 | 27 | 2.0% |
| 6 | 23 | 1.7% |
| 5 | 20 | 1.5% |
| 8 | 3 | 0.2% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 1106 | |
| 3 | 107 | 8.0% |
| 4 | 47 | 3.5% |
| 5 | 20 | 1.5% |
| 6 | 23 | 1.7% |
| 7 | 27 | 2.0% |
| 8 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 3 | 0.2% |
| 7 | 27 | 2.0% |
| 6 | 23 | 1.7% |
| 5 | 20 | 1.5% |
| 4 | 47 | 3.5% |
| 3 | 107 | 8.0% |
| 2 | 1106 | |
| 1 | 1 | 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.47976012 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.202321312 |
|---|---|
| Coefficient of variation (CV) | 0.4848538784 |
| Kurtosis | 7.251660708 |
| Mean | 2.47976012 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.816384227 |
| Sum | 3308 |
| Variance | 1.445576537 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1074 | |
| 3 | 101 | 7.6% |
| 4 | 60 | 4.5% |
| 7 | 58 | 4.3% |
| 5 | 34 | 2.5% |
| 6 | 4 | 0.3% |
| 8 | 2 | 0.1% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 1074 | |
| 3 | 101 | 7.6% |
| 4 | 60 | 4.5% |
| 5 | 34 | 2.5% |
| 6 | 4 | 0.3% |
| 7 | 58 | 4.3% |
| 8 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | 0.1% |
| 7 | 58 | 4.3% |
| 6 | 4 | 0.3% |
| 5 | 34 | 2.5% |
| 4 | 60 | 4.5% |
| 3 | 101 | 7.6% |
| 2 | 1074 | |
| 1 | 1 | 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.464767616 |
| Minimum | 2 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 8 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.156164883 |
|---|---|
| Coefficient of variation (CV) | 0.4690766285 |
| Kurtosis | 8.265007048 |
| Mean | 2.464767616 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.951674377 |
| Sum | 3288 |
| Variance | 1.336717238 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1061 | |
| 3 | 123 | 9.2% |
| 4 | 74 | 5.5% |
| 7 | 57 | 4.3% |
| 5 | 14 | 1.0% |
| 6 | 4 | 0.3% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1061 | |
| 3 | 123 | 9.2% |
| 4 | 74 | 5.5% |
| 5 | 14 | 1.0% |
| 6 | 4 | 0.3% |
| 7 | 57 | 4.3% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 7 | 57 | 4.3% |
| 6 | 4 | 0.3% |
| 5 | 14 | 1.0% |
| 4 | 74 | 5.5% |
| 3 | 123 | 9.2% |
| 2 | 1061 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.392053973 |
| Minimum | 2 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 8 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.096251463 |
|---|---|
| Coefficient of variation (CV) | 0.4582887659 |
| Kurtosis | 10.46639397 |
| Mean | 2.392053973 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.307902885 |
| Sum | 3191 |
| Variance | 1.201767271 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1106 | |
| 3 | 116 | 8.7% |
| 7 | 46 | 3.4% |
| 4 | 41 | 3.1% |
| 6 | 14 | 1.0% |
| 5 | 9 | 0.7% |
| 8 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1106 | |
| 3 | 116 | 8.7% |
| 4 | 41 | 3.1% |
| 5 | 9 | 0.7% |
| 6 | 14 | 1.0% |
| 7 | 46 | 3.4% |
| 8 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | 0.1% |
| 7 | 46 | 3.4% |
| 6 | 14 | 1.0% |
| 5 | 9 | 0.7% |
| 4 | 41 | 3.1% |
| 3 | 116 | 8.7% |
| 2 | 1106 |
Outstanding/Sept05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1216 |
|---|---|
| Distinct (%) | 91.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53442.52699 |
| Minimum | 37 |
|---|---|
| Maximum | 477094 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 1650 |
| Q1 | 15314 |
| median | 31174 |
| Q3 | 69581 |
| 95-th percentile | 175382.9 |
| Maximum | 477094 |
| Range | 477057 |
| Interquartile range (IQR) | 54267 |
Descriptive statistics
| Standard deviation | 61159.29248 |
|---|---|
| Coefficient of variation (CV) | 1.144393724 |
| Kurtosis | 7.986166897 |
| Mean | 53442.52699 |
| Median Absolute Deviation (MAD) | 21838 |
| Skewness | 2.431697049 |
| Sum | 71292331 |
| Variance | 3740459057 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2400 | 37 | 2.8% |
| 1050 | 20 | 1.5% |
| 2500 | 16 | 1.2% |
| 1650 | 9 | 0.7% |
| 300 | 9 | 0.7% |
| 600 | 7 | 0.5% |
| 150 | 5 | 0.4% |
| 1200 | 4 | 0.3% |
| 5000 | 3 | 0.2% |
| 1250 | 3 | 0.2% |
| Other values (1206) | 1221 |
| Value | Count | Frequency (%) |
| 37 | 1 | 0.1% |
| 142 | 1 | 0.1% |
| 150 | 5 | |
| 200 | 1 | 0.1% |
| 250 | 1 | 0.1% |
| 300 | 9 | |
| 322 | 1 | 0.1% |
| 400 | 1 | 0.1% |
| 420 | 1 | 0.1% |
| 450 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 477094 | 1 | |
| 453985 | 1 | |
| 405366 | 1 | |
| 377779 | 1 | |
| 363944 | 1 | |
| 352016 | 1 | |
| 339202 | 1 | |
| 327289 | 1 | |
| 322199 | 1 | |
| 315912 | 1 |
Outstanding/Aug05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1211 |
|---|---|
| Distinct (%) | 90.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54296.37706 |
| Minimum | 37 |
|---|---|
| Maximum | 470915 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 1650 |
| Q1 | 16043.5 |
| median | 32226.5 |
| Q3 | 70999.5 |
| 95-th percentile | 176075.25 |
| Maximum | 470915 |
| Range | 470878 |
| Interquartile range (IQR) | 54956 |
Descriptive statistics
| Standard deviation | 61503.95506 |
|---|---|
| Coefficient of variation (CV) | 1.1327451 |
| Kurtosis | 7.929281164 |
| Mean | 54296.37706 |
| Median Absolute Deviation (MAD) | 21716.5 |
| Skewness | 2.417775595 |
| Sum | 72431367 |
| Variance | 3782736487 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2400 | 38 | 2.8% |
| 1050 | 20 | 1.5% |
| 2500 | 17 | 1.3% |
| 1650 | 9 | 0.7% |
| 300 | 9 | 0.7% |
| 600 | 7 | 0.5% |
| 150 | 5 | 0.4% |
| 1200 | 4 | 0.3% |
| 1250 | 3 | 0.2% |
| 5000 | 3 | 0.2% |
| Other values (1201) | 1219 |
| Value | Count | Frequency (%) |
| 37 | 1 | 0.1% |
| 142 | 1 | 0.1% |
| 150 | 5 | |
| 200 | 1 | 0.1% |
| 250 | 1 | 0.1% |
| 300 | 9 | |
| 322 | 1 | 0.1% |
| 400 | 1 | 0.1% |
| 420 | 1 | 0.1% |
| 450 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 470915 | 1 | |
| 469882 | 1 | |
| 397754 | 1 | |
| 385726 | 1 | |
| 372355 | 1 | |
| 341600 | 1 | |
| 337495 | 1 | |
| 331518 | 1 | |
| 323125 | 1 | |
| 322199 | 1 |
Outstanding/Jul05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1211 |
|---|---|
| Distinct (%) | 90.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55103.47151 |
| Minimum | 37 |
|---|---|
| Maximum | 471175 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 1650 |
| Q1 | 16773.5 |
| median | 32965 |
| Q3 | 72129.25 |
| 95-th percentile | 179931.1 |
| Maximum | 471175 |
| Range | 471138 |
| Interquartile range (IQR) | 55355.75 |
Descriptive statistics
| Standard deviation | 61922.17373 |
|---|---|
| Coefficient of variation (CV) | 1.123743605 |
| Kurtosis | 7.682939156 |
| Mean | 55103.47151 |
| Median Absolute Deviation (MAD) | 22079.5 |
| Skewness | 2.396294537 |
| Sum | 73508031 |
| Variance | 3834355599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2400 | 38 | 2.8% |
| 1050 | 20 | 1.5% |
| 2500 | 17 | 1.3% |
| 1650 | 9 | 0.7% |
| 300 | 9 | 0.7% |
| 600 | 7 | 0.5% |
| 150 | 5 | 0.4% |
| 1200 | 4 | 0.3% |
| 5000 | 3 | 0.2% |
| 1250 | 3 | 0.2% |
| Other values (1201) | 1219 |
| Value | Count | Frequency (%) |
| 37 | 1 | 0.1% |
| 142 | 1 | 0.1% |
| 150 | 5 | |
| 200 | 1 | 0.1% |
| 250 | 1 | 0.1% |
| 300 | 9 | |
| 322 | 1 | 0.1% |
| 400 | 1 | 0.1% |
| 420 | 1 | 0.1% |
| 450 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 471175 | 1 | |
| 461402 | 1 | |
| 389903 | 1 | |
| 383030 | 1 | |
| 368318 | 1 | |
| 365250 | 1 | |
| 337703 | 1 | |
| 331518 | 1 | |
| 327193 | 1 | |
| 325700 | 1 |
Outstanding/Jun05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1218 |
|---|---|
| Distinct (%) | 91.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55413.89505 |
| Minimum | 37 |
|---|---|
| Maximum | 486776 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 1650 |
| Q1 | 17107 |
| median | 32529.5 |
| Q3 | 72461 |
| 95-th percentile | 180522.7 |
| Maximum | 486776 |
| Range | 486739 |
| Interquartile range (IQR) | 55354 |
Descriptive statistics
| Standard deviation | 62304.97344 |
|---|---|
| Coefficient of variation (CV) | 1.124356506 |
| Kurtosis | 7.763338922 |
| Mean | 55413.89505 |
| Median Absolute Deviation (MAD) | 21929 |
| Skewness | 2.413919106 |
| Sum | 73922136 |
| Variance | 3881909715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2400 | 38 | 2.8% |
| 1050 | 20 | 1.5% |
| 2500 | 17 | 1.3% |
| 1650 | 9 | 0.7% |
| 300 | 8 | 0.6% |
| 600 | 7 | 0.5% |
| 150 | 4 | 0.3% |
| 1200 | 4 | 0.3% |
| 5000 | 3 | 0.2% |
| 1250 | 3 | 0.2% |
| Other values (1208) | 1221 |
| Value | Count | Frequency (%) |
| 37 | 1 | 0.1% |
| 142 | 1 | 0.1% |
| 150 | 4 | |
| 200 | 1 | 0.1% |
| 250 | 1 | 0.1% |
| 300 | 8 | |
| 322 | 1 | 0.1% |
| 400 | 1 | 0.1% |
| 420 | 1 | 0.1% |
| 450 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 486776 | 1 | |
| 452405 | 1 | |
| 384981 | 1 | |
| 377145 | 1 | |
| 358145 | 1 | |
| 354443 | 1 | |
| 347813 | 1 | |
| 343612 | 1 | |
| 337703 | 1 | |
| 333278 | 1 |
Outstanding/May05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1222 |
|---|---|
| Distinct (%) | 91.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55841.19415 |
| Minimum | 37 |
|---|---|
| Maximum | 503914 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 1650 |
| Q1 | 17696.75 |
| median | 33886.5 |
| Q3 | 73725.25 |
| 95-th percentile | 181247.95 |
| Maximum | 503914 |
| Range | 503877 |
| Interquartile range (IQR) | 56028.5 |
Descriptive statistics
| Standard deviation | 62408.0328 |
|---|---|
| Coefficient of variation (CV) | 1.117598464 |
| Kurtosis | 7.69860006 |
| Mean | 55841.19415 |
| Median Absolute Deviation (MAD) | 21733.5 |
| Skewness | 2.393487165 |
| Sum | 74492153 |
| Variance | 3894762558 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2400 | 37 | 2.8% |
| 1050 | 20 | 1.5% |
| 2500 | 17 | 1.3% |
| 300 | 10 | 0.7% |
| 1650 | 9 | 0.7% |
| 600 | 6 | 0.4% |
| 150 | 4 | 0.3% |
| 1200 | 3 | 0.2% |
| 5000 | 3 | 0.2% |
| 99578 | 2 | 0.1% |
| Other values (1212) | 1223 |
| Value | Count | Frequency (%) |
| 37 | 1 | 0.1% |
| 142 | 1 | 0.1% |
| 150 | 4 | 0.3% |
| 200 | 1 | 0.1% |
| 250 | 1 | 0.1% |
| 300 | 10 | |
| 322 | 1 | 0.1% |
| 400 | 1 | 0.1% |
| 420 | 1 | 0.1% |
| 450 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 503914 | 1 | |
| 443657 | 1 | |
| 381863 | 1 | |
| 370850 | 1 | |
| 354765 | 1 | |
| 352121 | 1 | |
| 351089 | 1 | |
| 343612 | 1 | |
| 340791 | 1 | |
| 333278 | 1 |
Outstanding/Apr05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1214 |
|---|---|
| Distinct (%) | 91.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55778.20465 |
| Minimum | 0 |
|---|---|
| Maximum | 527711 |
| Zeros | 8 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1050 |
| Q1 | 17297.25 |
| median | 33225 |
| Q3 | 74713.5 |
| 95-th percentile | 182877.65 |
| Maximum | 527711 |
| Range | 527711 |
| Interquartile range (IQR) | 57416.25 |
Descriptive statistics
| Standard deviation | 62675.61222 |
|---|---|
| Coefficient of variation (CV) | 1.123657755 |
| Kurtosis | 7.685331698 |
| Mean | 55778.20465 |
| Median Absolute Deviation (MAD) | 22350.5 |
| Skewness | 2.368803436 |
| Sum | 74408125 |
| Variance | 3928232367 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2400 | 30 | 2.2% |
| 1050 | 20 | 1.5% |
| 2500 | 16 | 1.2% |
| 300 | 12 | 0.9% |
| 1650 | 9 | 0.7% |
| 0 | 8 | 0.6% |
| 1800 | 7 | 0.5% |
| 150 | 7 | 0.5% |
| 600 | 4 | 0.3% |
| 5000 | 3 | 0.2% |
| Other values (1204) | 1218 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 37 | 1 | 0.1% |
| 142 | 1 | 0.1% |
| 150 | 7 | |
| 200 | 1 | 0.1% |
| 250 | 1 | 0.1% |
| 300 | 12 | |
| 322 | 1 | 0.1% |
| 350 | 1 | 0.1% |
| 400 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 527711 | 1 | |
| 437305 | 1 | |
| 364365 | 1 | |
| 359314 | 1 | |
| 358401 | 1 | |
| 354579 | 1 | |
| 351089 | 1 | |
| 348006 | 1 | |
| 346216 | 1 | |
| 340791 | 1 |
Paid/Sept05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 216 |
|---|---|
| Distinct (%) | 16.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2456.195652 |
| Minimum | 0 |
|---|---|
| Maximum | 59872 |
| Zeros | 501 |
| Zeros (%) | 37.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1700 |
| Q3 | 3300 |
| 95-th percentile | 8200 |
| Maximum | 59872 |
| Range | 59872 |
| Interquartile range (IQR) | 3300 |
Descriptive statistics
| Standard deviation | 3811.551544 |
|---|---|
| Coefficient of variation (CV) | 1.551811046 |
| Kurtosis | 71.26477174 |
| Mean | 2456.195652 |
| Median Absolute Deviation (MAD) | 1700 |
| Skewness | 6.055610761 |
| Sum | 3276565 |
| Variance | 14527925.17 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 501 | |
| 2000 | 98 | 7.3% |
| 3000 | 53 | 4.0% |
| 1500 | 41 | 3.1% |
| 1000 | 27 | 2.0% |
| 1800 | 26 | 1.9% |
| 5000 | 23 | 1.7% |
| 2500 | 21 | 1.6% |
| 1600 | 21 | 1.6% |
| 3500 | 19 | 1.4% |
| Other values (206) | 504 |
| Value | Count | Frequency (%) |
| 0 | 501 | |
| 3 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 17 | 1 | 0.1% |
| 50 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| 200 | 2 | 0.1% |
| 206 | 1 | 0.1% |
| 300 | 2 | 0.1% |
| 366 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 59872 | 1 | |
| 55887 | 1 | |
| 29540 | 1 | |
| 25704 | 1 | |
| 22500 | 1 | |
| 20000 | 1 | |
| 18300 | 1 | |
| 17944 | 1 | |
| 16001 | 1 | |
| 15210 | 1 |
Paid/Aug05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 248 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2526.22039 |
| Minimum | 0 |
|---|---|
| Maximum | 97225 |
| Zeros | 470 |
| Zeros (%) | 35.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1600 |
| Q3 | 3300 |
| 95-th percentile | 8117.5 |
| Maximum | 97225 |
| Range | 97225 |
| Interquartile range (IQR) | 3300 |
Descriptive statistics
| Standard deviation | 4491.354954 |
|---|---|
| Coefficient of variation (CV) | 1.77789514 |
| Kurtosis | 168.8490359 |
| Mean | 2526.22039 |
| Median Absolute Deviation (MAD) | 1600 |
| Skewness | 9.704326315 |
| Sum | 3369978 |
| Variance | 20172269.32 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 470 | |
| 2000 | 77 | 5.8% |
| 3000 | 55 | 4.1% |
| 1000 | 38 | 2.8% |
| 1500 | 36 | 2.7% |
| 5000 | 31 | 2.3% |
| 2500 | 24 | 1.8% |
| 4000 | 24 | 1.8% |
| 6000 | 20 | 1.5% |
| 1600 | 18 | 1.3% |
| Other values (238) | 541 |
| Value | Count | Frequency (%) |
| 0 | 470 | |
| 4 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 50 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 97225 | 1 | |
| 56100 | 1 | |
| 42000 | 1 | |
| 28341 | 1 | |
| 22200 | 1 | |
| 22000 | 1 | |
| 19500 | 1 | |
| 18300 | 1 | |
| 18112 | 1 | |
| 18000 | 2 |
Paid/Jul05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 223 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2149.708396 |
| Minimum | 0 |
|---|---|
| Maximum | 30334 |
| Zeros | 523 |
| Zeros (%) | 39.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1200 |
| Q3 | 3000 |
| 95-th percentile | 8000 |
| Maximum | 30334 |
| Range | 30334 |
| Interquartile range (IQR) | 3000 |
Descriptive statistics
| Standard deviation | 3175.846662 |
|---|---|
| Coefficient of variation (CV) | 1.477338354 |
| Kurtosis | 14.74567162 |
| Mean | 2149.708396 |
| Median Absolute Deviation (MAD) | 1200 |
| Skewness | 3.093446261 |
| Sum | 2867711 |
| Variance | 10086002.02 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 523 | |
| 2000 | 69 | 5.2% |
| 1000 | 58 | 4.3% |
| 3000 | 43 | 3.2% |
| 1500 | 29 | 2.2% |
| 2500 | 24 | 1.8% |
| 5000 | 19 | 1.4% |
| 3500 | 17 | 1.3% |
| 1200 | 16 | 1.2% |
| 4000 | 16 | 1.2% |
| Other values (213) | 520 |
| Value | Count | Frequency (%) |
| 0 | 523 | |
| 2 | 2 | 0.1% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 12 | 2 | 0.1% |
| 18 | 1 | 0.1% |
| 57 | 1 | 0.1% |
| 70 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| 200 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 30334 | 1 | 0.1% |
| 25065 | 1 | 0.1% |
| 25000 | 1 | 0.1% |
| 24000 | 1 | 0.1% |
| 22053 | 1 | 0.1% |
| 20783 | 1 | 0.1% |
| 20000 | 1 | 0.1% |
| 18000 | 1 | 0.1% |
| 15405 | 1 | 0.1% |
| 15000 | 4 |
Paid/Jun05
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 259 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2254.522489 |
| Minimum | 0 |
|---|---|
| Maximum | 61923 |
| Zeros | 494 |
| Zeros (%) | 37.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1300 |
| Q3 | 3000 |
| 95-th percentile | 8000 |
| Maximum | 61923 |
| Range | 61923 |
| Interquartile range (IQR) | 3000 |
Descriptive statistics
| Standard deviation | 3796.414068 |
|---|---|
| Coefficient of variation (CV) | 1.68391049 |
| Kurtosis | 63.91624863 |
| Mean | 2254.522489 |
| Median Absolute Deviation (MAD) | 1300 |
| Skewness | 5.868390286 |
| Sum | 3007533 |
| Variance | 14412759.78 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 494 | |
| 2000 | 58 | 4.3% |
| 1000 | 46 | 3.4% |
| 1500 | 44 | 3.3% |
| 3000 | 35 | 2.6% |
| 5000 | 21 | 1.6% |
| 2500 | 20 | 1.5% |
| 4000 | 18 | 1.3% |
| 1100 | 17 | 1.3% |
| 1200 | 16 | 1.2% |
| Other values (249) | 565 |
| Value | Count | Frequency (%) |
| 0 | 494 | |
| 1 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 39 | 1 | 0.1% |
| 100 | 2 | 0.1% |
| 106 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 61923 | 1 | |
| 40200 | 1 | |
| 40000 | 1 | |
| 25703 | 1 | |
| 23800 | 1 | |
| 23700 | 1 | |
| 20000 | 1 | |
| 19172 | 1 | |
| 19000 | 1 | |
| 17000 | 1 |
| Distinct | 249 |
|---|---|
| Distinct (%) | 18.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2054.632684 |
| Minimum | 0 |
|---|---|
| Maximum | 100000 |
| Zeros | 586 |
| Zeros (%) | 43.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1000 |
| Q3 | 2500 |
| 95-th percentile | 7556.35 |
| Maximum | 100000 |
| Range | 100000 |
| Interquartile range (IQR) | 2500 |
Descriptive statistics
| Standard deviation | 4438.258009 |
|---|---|
| Coefficient of variation (CV) | 2.160122364 |
| Kurtosis | 195.4698394 |
| Mean | 2054.632684 |
| Median Absolute Deviation (MAD) | 1000 |
| Skewness | 10.69579406 |
| Sum | 2740880 |
| Variance | 19698134.15 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 2000 | 60 | 4.5% |
| 1000 | 39 | 2.9% |
| 3000 | 36 | 2.7% |
| 1500 | 35 | 2.6% |
| 4000 | 21 | 1.6% |
| 5000 | 20 | 1.5% |
| 2500 | 18 | 1.3% |
| 1800 | 16 | 1.2% |
| 1200 | 15 | 1.1% |
| Other values (239) | 488 |
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 5 | 2 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 22 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 100000 | 1 | |
| 50000 | 1 | |
| 35000 | 1 | |
| 33000 | 1 | |
| 32236 | 1 | |
| 32000 | 1 | |
| 27150 | 1 | |
| 20000 | 1 | |
| 19000 | 1 | |
| 18100 | 1 |
| Distinct | 291 |
|---|---|
| Distinct (%) | 21.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2436.943778 |
| Minimum | 0 |
|---|---|
| Maximum | 254000 |
| Zeros | 531 |
| Zeros (%) | 39.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 10.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1000 |
| Q3 | 2500 |
| 95-th percentile | 7000 |
| Maximum | 254000 |
| Range | 254000 |
| Interquartile range (IQR) | 2500 |
Descriptive statistics
| Standard deviation | 9964.599582 |
|---|---|
| Coefficient of variation (CV) | 4.088973932 |
| Kurtosis | 355.2888351 |
| Mean | 2436.943778 |
| Median Absolute Deviation (MAD) | 1000 |
| Skewness | 16.81353102 |
| Sum | 3250883 |
| Variance | 99293244.83 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 531 | |
| 2000 | 66 | 4.9% |
| 1000 | 48 | 3.6% |
| 3000 | 43 | 3.2% |
| 1500 | 41 | 3.1% |
| 2500 | 20 | 1.5% |
| 1600 | 18 | 1.3% |
| 5000 | 17 | 1.3% |
| 1200 | 16 | 1.2% |
| 4000 | 15 | 1.1% |
| Other values (281) | 519 |
| Value | Count | Frequency (%) |
| 0 | 531 | |
| 1 | 5 | 0.4% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 5 | 2 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 254000 | 1 | |
| 126685 | 1 | |
| 120021 | 1 | |
| 108058 | 1 | |
| 105300 | 1 | |
| 57258 | 1 | |
| 42617 | 1 | |
| 40925 | 1 | |
| 32000 | 1 | |
| 31496 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Unnamed: 0 | Credit Limit | Sex | Education | Marital Status | Age | PayStat/Sept05 | PayStat/Aug05 | PayStat/Jul05 | PayStat/Jun05 | PayStat/May05 | PayStat/Apr05 | Outstanding/Sept05 | Outstanding/Aug05 | Outstanding/Jul05 | Outstanding/Jun05 | Outstanding/May05 | Outstanding/Apr05 | Paid/Sept05 | Paid/Aug05 | Paid/Jul05 | Paid/Jun05 | Paid/May05 | Paid/Apr05 | Default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 50000 | M | MSc or PHd | Single | 29 | 2 | 2 | 2 | 2 | 2 | 2 | 24987 | 24300 | 26591 | 25865 | 27667 | 28264 | 0 | 2700 | 0 | 2225 | 1200 | 0 | True |
| 1 | 1 | 320000 | M | BSc | Single | 29 | 2 | 2 | 2 | 2 | 2 | 2 | 58267 | 59246 | 60184 | 58622 | 62307 | 63526 | 2500 | 2500 | 0 | 4800 | 2400 | 1600 | True |
| 2 | 2 | 200000 | M | MSc or PHd | Married | 53 | 2 | 2 | 2 | 2 | 2 | 2 | 138180 | 140774 | 142460 | 144098 | 147124 | 149531 | 6300 | 5500 | 5500 | 5500 | 5000 | 5000 | True |
| 3 | 3 | 280000 | M | BSc | Married | 41 | 2 | 2 | 2 | 2 | 2 | 3 | 135673 | 138532 | 134813 | 144401 | 152174 | 149415 | 6500 | 0 | 14254 | 14850 | 0 | 5000 | False |
| 4 | 4 | 50000 | M | High School Diploma | Single | 37 | 2 | 2 | 2 | 3 | 2 | 2 | 46004 | 45976 | 48953 | 48851 | 49318 | 51143 | 1000 | 4035 | 1000 | 1400 | 2800 | 0 | True |
| 5 | 5 | 210000 | M | High School Diploma | Married | 45 | 2 | 3 | 4 | 4 | 5 | 6 | 115785 | 122904 | 129847 | 137277 | 145533 | 154105 | 10478 | 10478 | 11078 | 11078 | 11678 | 10478 | True |
| 6 | 6 | 130000 | M | High School Diploma | Married | 56 | 1 | 2 | 2 | 2 | 2 | 3 | 64617 | 65978 | 67282 | 68557 | 72796 | 71345 | 3000 | 3000 | 3000 | 5500 | 0 | 0 | True |
| 7 | 7 | 200000 | F | High School Diploma | Single | 47 | 2 | 2 | 2 | 2 | 2 | 2 | 199436 | 202947 | 193936 | 196186 | 200162 | 189915 | 8214 | 7000 | 6800 | 7134 | 0 | 6836 | True |
| 8 | 8 | 20000 | F | BSc | Single | 31 | 1 | 5 | 4 | 4 | 3 | 2 | 21703 | 21087 | 21461 | 20835 | 20219 | 20487 | 0 | 1000 | 0 | 0 | 760 | 0 | False |
| 9 | 9 | 50000 | F | MSc or PHd | Single | 24 | 1 | 2 | 2 | 2 | 2 | 2 | 36166 | 37188 | 37680 | 38462 | 39228 | 40035 | 1900 | 1400 | 1700 | 1532 | 1600 | 0 | True |
Last rows
| Unnamed: 0 | Credit Limit | Sex | Education | Marital Status | Age | PayStat/Sept05 | PayStat/Aug05 | PayStat/Jul05 | PayStat/Jun05 | PayStat/May05 | PayStat/Apr05 | Outstanding/Sept05 | Outstanding/Aug05 | Outstanding/Jul05 | Outstanding/Jun05 | Outstanding/May05 | Outstanding/Apr05 | Paid/Sept05 | Paid/Aug05 | Paid/Jul05 | Paid/Jun05 | Paid/May05 | Paid/Apr05 | Default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1324 | 1324 | 20000 | M | MSc or PHd | Single | 31 | 3 | 2 | 2 | 7 | 7 | 7 | 2400 | 2400 | 2400 | 2400 | 2400 | 2400 | 0 | 0 | 0 | 0 | 0 | 0 | True |
| 1325 | 1325 | 20000 | M | BSc | Single | 33 | 3 | 2 | 8 | 7 | 6 | 5 | 14513 | 22232 | 21936 | 21631 | 21026 | 20130 | 8000 | 0 | 0 | 0 | 0 | 0 | True |
| 1326 | 1326 | 260000 | M | MSc or PHd | Single | 33 | 2 | 2 | 2 | 2 | 2 | 2 | 128352 | 131768 | 128251 | 142480 | 145630 | 150147 | 7000 | 0 | 18000 | 7000 | 7000 | 5500 | False |
| 1327 | 1327 | 40000 | M | MSc or PHd | Married | 47 | 2 | 2 | 2 | 2 | 2 | 2 | 10555 | 11084 | 12605 | 13102 | 12595 | 14386 | 1000 | 2000 | 1000 | 0 | 2000 | 0 | True |
| 1328 | 1328 | 320000 | M | MSc or PHd | Married | 48 | 2 | 2 | 2 | 2 | 2 | 2 | 206732 | 201932 | 215392 | 218370 | 220977 | 225021 | 0 | 18300 | 8000 | 7700 | 7700 | 0 | True |
| 1329 | 1329 | 100000 | M | BSc | Single | 44 | 2 | 2 | 2 | 2 | 2 | 2 | 80358 | 81344 | 84133 | 84873 | 82613 | 87461 | 2900 | 5000 | 3000 | 0 | 6200 | 4000 | True |
| 1330 | 1330 | 70000 | M | High School Diploma | Married | 45 | 2 | 2 | 2 | 2 | 2 | 2 | 71586 | 71623 | 71020 | 67338 | 70769 | 68957 | 3100 | 3008 | 0 | 5100 | 2600 | 0 | True |
| 1331 | 1331 | 40000 | M | BSc | Single | 47 | 2 | 2 | 3 | 2 | 2 | 2 | 52358 | 54892 | 53415 | 51259 | 47151 | 46934 | 4000 | 0 | 2000 | 0 | 3520 | 0 | True |
| 1332 | 1332 | 210000 | M | BSc | Married | 34 | 3 | 2 | 2 | 2 | 2 | 2 | 2500 | 2500 | 2500 | 2500 | 2500 | 2500 | 0 | 0 | 0 | 0 | 0 | 0 | True |
| 1333 | 1333 | 80000 | M | BSc | Single | 34 | 2 | 2 | 2 | 2 | 2 | 2 | 72557 | 77708 | 79384 | 77519 | 82607 | 81158 | 7000 | 3500 | 0 | 7000 | 0 | 4000 | True |